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Many limitations surroundings financial statements analysis are:
Financial Analysis is reliable upto a limt but you one can not solely rely on it for evaluationg business performance. Other factors like the overall business environment, demographic factors, general economic conditions etc also plays a very important role.
It depend on the requirement of that analysis, for what purpose you are evaluating performance. If you want to evaluate position f the company than financials are the major indicators however; other factors are also important. Swot and PEST analysis also can be useful to analyze company and its industry.
Financial analysis is a part, and you need the sum of the whole to evaluate a company (not fact, but my opinion).
Financial analysis is based on past data which i think is one the biggest limitation.